{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据题目的要求，本内容的目的是通过利用信用卡交易历史数据来构建简单的反欺诈消费模型，以减少用户的损失。\n",
    "\n",
    "首先，对数据集的标签进行初步分析。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FutureWarning: pandas.value_counts is deprecated and will be removed in a future version. Use pd.Series(obj).value_counts() instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Class\n",
      "0    284315\n",
      "1       492\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import modin.pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "count_classes = pd.value_counts(data[\"Class\"], sort=True)\n",
    "print(count_classes)\n",
    "count_classes.plot(kind=\"bar\")\n",
    "plt.title(\"Fraud class histogram\")\n",
    "plt.xlabel(\"Class\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据输出结果，我们不难发现如下两个特点：\n",
    "\n",
    "1. 标签仅有两个类别\n",
    "2. 正样本占比极低\n",
    "\n",
    "所以该问题是一个不平衡的二分类问题，在建立模型前，需要对数据进行一定的处理，避免因正样本比重太低而产生的模型准确率较差的问题。\n",
    "\n",
    "在本例中，我们采取的方法是下采样，即在占比较多的数据中只抽取一部分内容，使得新数据集中两种类别的数据比重相同。\n",
    "\n",
    "在处理完数据不平衡的问题之后，我们对数据集的各个属性进行分析。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 特征可视化\n",
    "\n",
    "import modin.pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import PercentFormatter\n",
    "\n",
    "# 读取CSV文件\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "\n",
    "\n",
    "# 切分特征和标签\n",
    "X = data.loc[:, data.columns != 'Class']\n",
    "y = data.loc[:, data.columns == 'Class']\n",
    "# print(X)\n",
    "# print(y)\n",
    " \n",
    "# 下采样，使得两个样本同样少\n",
    "# Number of data points in the minority class\n",
    "number_records_fraud = len(data[data.Class == 1])# 计算异常样本的个数\n",
    "fraud_indices = np.array(data[data.Class == 1].index) # 异常样本在原数据的索引值\n",
    " \n",
    "# Picking the indices of the normal classes\n",
    "normal_indices = data[data.Class == 0].index # 获得原数据正常样本的索引值\n",
    " \n",
    "# Out of the indices we picked, randomly select \"x\" number (number_records_fraud)\n",
    "random_normal_indices = np.random.choice(normal_indices, number_records_fraud, replace = False) # 通过索引进行随机的选择\n",
    "random_normal_indices = np.array(random_normal_indices)\n",
    " \n",
    "# Appending the 2 indices\n",
    "under_sample_indices = np.concatenate([fraud_indices,random_normal_indices]) # 将class=1和class=0 的选出来的索引值进行合并\n",
    " \n",
    "# Under sample dataset\n",
    "under_sample_data = data.iloc[under_sample_indices,:]\n",
    " \n",
    "X_undersample = under_sample_data.loc[:, under_sample_data.columns != 'Class']\n",
    "y_undersample = under_sample_data.loc[:, under_sample_data.columns == 'Class']\n",
    "\n",
    "\n",
    "# 分割两类数据\n",
    "class_0 = under_sample_data[under_sample_data[\"Class\"] == 0]\n",
    "class_1 = under_sample_data[under_sample_data[\"Class\"] == 1]\n",
    "\n",
    "# 提取特征列\n",
    "features = data.columns[:-1]  # 最后一列是标签列\n",
    "\n",
    "# 绘制特征分布图\n",
    "for feature in features:\n",
    "    plt.figure()\n",
    "    plt.hist(class_0[feature], bins=50, color='blue', alpha=0.5, label='Class 0')\n",
    "    plt.hist(class_1[feature], bins=50, color='red', alpha=0.5, label='Class 1')\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('Percentage')\n",
    "    plt.title(f'Distribution of {feature}')\n",
    "    plt.gca().yaxis.set_major_formatter(PercentFormatter(xmax=len(data)))\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以观察到，部分特征的分布结果表现出其与标签无关，故我们对这部分特征进行剔除，进而对留下的特征进行重要性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('V1', 0.01056669005837494)\n",
      "('V2', 0.0052666321286282385)\n",
      "('V3', 0.0153025949988793)\n",
      "('V4', 0.11012992676905237)\n",
      "('V5', 0.0010851653420859047)\n",
      "('V6', 0.0010185252288839072)\n",
      "('V7', 0.007864643733612014)\n",
      "('V9', 0.008904614961721099)\n",
      "('V10', 0.2684997613392739)\n",
      "('V11', 0.1506136032398354)\n",
      "('V12', 0.09559242065936503)\n",
      "('V14', 0.2049373566531272)\n",
      "('V16', 0.0035111573793707106)\n",
      "('V17', 0.09693391466513987)\n",
      "('V18', 0.0026668750141985637)\n",
      "('V19', 0.003544327682767259)\n",
      "('Amount', 0.013561790145684418)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n"
     ]
    }
   ],
   "source": [
    "# 特征重要性分析\n",
    "\n",
    "import modin.pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# 读取CSV文件\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "\n",
    "# 下采样，使得两个样本同样少\n",
    "# Number of data points in the minority class\n",
    "number_records_fraud = len(data[data.Class == 1])# 计算异常样本的个数\n",
    "fraud_indices = np.array(data[data.Class == 1].index) # 异常样本在原数据的索引值\n",
    " \n",
    "# Picking the indices of the normal classes\n",
    "normal_indices = data[data.Class == 0].index # 获得原数据正常样本的索引值\n",
    " \n",
    "# Out of the indices we picked, randomly select \"x\" number (number_records_fraud)\n",
    "random_normal_indices = np.random.choice(normal_indices, number_records_fraud, replace = False) # 通过索引进行随机的选择\n",
    "random_normal_indices = np.array(random_normal_indices)\n",
    " \n",
    "# Appending the 2 indices\n",
    "under_sample_indices = np.concatenate([fraud_indices,random_normal_indices]) # 将class=1和class=0 的选出来的索引值进行合并\n",
    " \n",
    "# Under sample dataset\n",
    "under_sample_data = data.iloc[under_sample_indices,:]\n",
    "\n",
    "# 观察特征可视化后选择剔除部分特征\n",
    "droplist = ['V8', 'V13', 'V15', 'V20', 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Time']\n",
    "data_new = under_sample_data.drop(droplist, axis=1)\n",
    "\n",
    "x = data_new.iloc[:, data_new.columns != 'Class']\n",
    "y = data_new.iloc[:, data_new.columns == 'Class']\n",
    "clf = RandomForestClassifier(n_estimators=10, random_state=123, max_depth=4)\n",
    "clf.fit(x, y)\n",
    "for feature in zip(x, clf.feature_importances_):\n",
    "    print(feature)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "之后我们采用两种思路建立模型，一种是传统的机器学习方法，另一种是深度神经网络。\n",
    "\n",
    "首先，我们对数据分别应用传统的机器学习方法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Intel(R) Extension for Scikit-learn* enabled (https://github.com/intel/scikit-learn-intelex)\n",
      "INFO:sklearnex: sklearn.model_selection.train_test_split: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,579 - sklearnex - INFO - sklearn.model_selection.train_test_split: running accelerated version on CPU\n",
      "INFO:sklearnex: sklearn.model_selection.train_test_split: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,581 - sklearnex - INFO - sklearn.model_selection.train_test_split: running accelerated version on CPU\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "INFO:sklearnex: sklearn.neighbors.KNeighborsClassifier.fit: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,599 - sklearnex - INFO - sklearn.neighbors.KNeighborsClassifier.fit: running accelerated version on CPU\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "INFO:sklearnex: sklearn.neighbors.KNeighborsClassifier.predict: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,606 - sklearnex - INFO - sklearn.neighbors.KNeighborsClassifier.predict: running accelerated version on CPU\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "INFO:sklearnex: sklearn.linear_model.LogisticRegression.fit: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,647 - sklearnex - INFO - sklearn.linear_model.LogisticRegression.fit: running accelerated version on CPU\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "INFO:sklearnex: sklearn.linear_model.LogisticRegression.predict: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,654 - sklearnex - INFO - sklearn.linear_model.LogisticRegression.predict: running accelerated version on CPU\n",
      "INFO:sklearnex: sklearn.svm.SVC.fit: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,657 - sklearnex - INFO - sklearn.svm.SVC.fit: running accelerated version on CPU\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "INFO:sklearnex: sklearn.svm.SVC.predict: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,672 - sklearnex - INFO - sklearn.svm.SVC.predict: running accelerated version on CPU\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "INFO:sklearnex: sklearn.ensemble.RandomForestClassifier.fit: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,679 - sklearnex - INFO - sklearn.ensemble.RandomForestClassifier.fit: running accelerated version on CPU\n",
      "INFO:sklearnex: sklearn.ensemble.RandomForestClassifier.predict: running accelerated version on CPU\n",
      "2023-11-26 13:13:49,885 - sklearnex - INFO - sklearn.ensemble.RandomForestClassifier.predict: running accelerated version on CPU\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tree accuracy: 0.9390862944162437\n",
      "knn accuracy: 0.9289340101522843\n",
      "lr accuracy: 0.9543147208121827\n",
      "svm accuracy: 0.8477157360406091\n",
      "rf accuracy: 0.9593908629441624\n",
      "xgb accuracy: 0.9695431472081218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
      "FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n"
     ]
    }
   ],
   "source": [
    "from sklearnex import patch_sklearn\n",
    "patch_sklearn()\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from xgboost import XGBClassifier\n",
    "\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn.metrics import recall_score\n",
    "\n",
    "# 读取CSV文件\n",
    "data = pd.read_csv(\"creditcard.csv\")\n",
    "\n",
    "# 下采样，使得两个样本同样少\n",
    "# Number of data points in the minority class\n",
    "number_records_fraud = len(data[data.Class == 1])  # 计算异常样本的个数\n",
    "fraud_indices = np.array(data[data.Class == 1].index)  # 异常样本在原数据的索引值\n",
    "\n",
    "# Picking the indices of the normal classes\n",
    "normal_indices = data[data.Class == 0].index  # 获得原数据正常样本的索引值\n",
    "\n",
    "# Out of the indices we picked, randomly select \"x\" number (number_records_fraud)\n",
    "random_normal_indices = np.random.choice(\n",
    "    normal_indices, number_records_fraud, replace=False\n",
    ")  # 通过索引进行随机的选择\n",
    "random_normal_indices = np.array(random_normal_indices)\n",
    "\n",
    "# Appending the 2 indices\n",
    "under_sample_indices = np.concatenate(\n",
    "    [fraud_indices, random_normal_indices]\n",
    ")  # 将class=1和class=0 的选出来的索引值进行合并\n",
    "\n",
    "# Under sample dataset\n",
    "under_sample_data = data.iloc[under_sample_indices, :]\n",
    "\n",
    "# 观察特征可视化后选择剔除部分特征\n",
    "droplist = [\n",
    "    \"V8\",\n",
    "    \"V13\",\n",
    "    \"V15\",\n",
    "    \"V20\",\n",
    "    \"V21\",\n",
    "    \"V22\",\n",
    "    \"V23\",\n",
    "    \"V24\",\n",
    "    \"V25\",\n",
    "    \"V26\",\n",
    "    \"V27\",\n",
    "    \"V28\",\n",
    "    \"Time\",\n",
    "]\n",
    "data_new = under_sample_data.drop(droplist, axis=1)\n",
    "\n",
    "# 切分训练集和测试集\n",
    "X = data_new.iloc[:, data_new.columns != \"Class\"]\n",
    "y = data_new.iloc[:, data_new.columns == \"Class\"]\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
    "\n",
    "# 建立模型\n",
    "\n",
    "# 1. 决策树\n",
    "tree_model = DecisionTreeClassifier(max_depth=4, criterion=\"entropy\")\n",
    "tree_model.fit(X_train, y_train)\n",
    "tree_yhat = tree_model.predict(X_test)\n",
    "\n",
    "\n",
    "# 2. k最近邻居\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X_train, y_train)\n",
    "knn_yhat = knn.predict(X_test)\n",
    "\n",
    "\n",
    "# 3. 逻辑斯蒂回归\n",
    "lr = LogisticRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "lr_yhat = lr.predict(X_test)\n",
    "\n",
    "\n",
    "# 4. 支持向量机\n",
    "svm = SVC()\n",
    "svm.fit(X_train, y_train)\n",
    "svm_yhat = svm.predict(X_test)\n",
    "\n",
    "\n",
    "# 5. 随机森林\n",
    "rf = RandomForestClassifier(n_estimators=100)\n",
    "rf.fit(X_train, y_train)\n",
    "rf_yhat = rf.predict(X_test)\n",
    "\n",
    "\n",
    "# 6. XGBoost\n",
    "xgb = XGBClassifier()\n",
    "xgb.fit(X_train, y_train)\n",
    "xgb_yhat = xgb.predict(X_test)\n",
    "\n",
    "print(f\"tree accuracy: {accuracy_score(y_test, tree_yhat)}\")\n",
    "print(f\"knn accuracy: {accuracy_score(y_test, knn_yhat)}\")\n",
    "print(f\"lr accuracy: {accuracy_score(y_test, lr_yhat)}\")\n",
    "print(f\"svm accuracy: {accuracy_score(y_test, svm_yhat)}\")\n",
    "print(f\"rf accuracy: {accuracy_score(y_test, rf_yhat)}\")\n",
    "print(f\"xgb accuracy: {accuracy_score(y_test, xgb_yhat)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "之后我们应用深度神经网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正使用ipex加速训练🚀\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training: 100%|\u001b[34m██████████\u001b[0m| 500/500 [02:26<00:00,  3.42it/s]\n",
      "UserWarning: 'has_cuda' is deprecated, please use 'torch.backends.cuda.is_built()'\n",
      "UserWarning: 'has_cudnn' is deprecated, please use 'torch.backends.cudnn.is_available()'\n",
      "UserWarning: 'has_mps' is deprecated, please use 'torch.backends.mps.is_built()'\n",
      "UserWarning: 'has_mkldnn' is deprecated, please use 'torch.backends.mkldnn.is_available()'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正使用ipex加速推理🚀\n",
      "Best loss: 8.74200850375928e-07, Accuracy: 0.949238578680203\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from utils.args import parser\n",
    "from utils.dataset import CreditCardDataset, splitter, decimation\n",
    "from utils.model import Classifier\n",
    "from training.dl import train_dl, predict\n",
    "\n",
    "\n",
    "args = parser.parse_known_args()[0]\n",
    "\n",
    "if args.decimation:\n",
    "    decimation()\n",
    "    data = pd.read_csv(\"creditcard-decimation.csv\")\n",
    "else:\n",
    "    data = pd.read_csv(\"creditcard.csv\")\n",
    "\n",
    "if args.method == \"dl\":\n",
    "\n",
    "    full_dataset = CreditCardDataset(data)\n",
    "    train_dataset, test_dataset = splitter(full_dataset, args.split)\n",
    "    input_size = len(full_dataset.features)\n",
    "    model = Classifier(input_size=input_size)\n",
    "\n",
    "    best_loss = train_dl(\n",
    "        model=model,\n",
    "        device=args.device,\n",
    "        train_dataset=train_dataset,\n",
    "        epochs=args.epochs,\n",
    "        batch_size=args.batch_size,\n",
    "        lr=args.lr,\n",
    "        output_path=args.output_path,\n",
    "        use_ipex=args.ipex,\n",
    "    )\n",
    "\n",
    "    accuracy = predict(\n",
    "        model=model,\n",
    "        device=args.device,\n",
    "        test_dataset=test_dataset,\n",
    "        batch_size=args.batch_size,\n",
    "        output_path=args.output_path,\n",
    "        use_ipex=args.ipex,\n",
    "    )\n",
    "    print(f\"Best loss: {best_loss}, Accuracy: {accuracy}\")"
   ]
  }
 ],
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